Renta de Bicis
Leisly Cruz
21/09/23
Clase: Renta de Bicis
# file.choose()
df <- read.csv("C:\\Users\\karim\\OneDrive\\Escritorio\\Ejercicios R\\Regresión Lineal (bd renta de bicis)\\rentadebicis.csv")Entender la Base de Datos
## hora dia mes año
## Min. : 0.00 Min. : 1.000 Min. : 1.000 Min. :2011
## 1st Qu.: 6.00 1st Qu.: 5.000 1st Qu.: 4.000 1st Qu.:2011
## Median :12.00 Median :10.000 Median : 7.000 Median :2012
## Mean :11.54 Mean : 9.993 Mean : 6.521 Mean :2012
## 3rd Qu.:18.00 3rd Qu.:15.000 3rd Qu.:10.000 3rd Qu.:2012
## Max. :23.00 Max. :19.000 Max. :12.000 Max. :2012
## estacion dia_de_la_semana asueto temperatura
## Min. :1.000 Min. :1.000 Min. :0.00000 Min. : 0.82
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:0.00000 1st Qu.:13.94
## Median :3.000 Median :4.000 Median :0.00000 Median :20.50
## Mean :2.507 Mean :4.014 Mean :0.02857 Mean :20.23
## 3rd Qu.:4.000 3rd Qu.:6.000 3rd Qu.:0.00000 3rd Qu.:26.24
## Max. :4.000 Max. :7.000 Max. :1.00000 Max. :41.00
## sensacion_termica humedad velocidad_del_viento
## Min. : 0.76 Min. : 0.00 Min. : 0.000
## 1st Qu.:16.66 1st Qu.: 47.00 1st Qu.: 7.002
## Median :24.24 Median : 62.00 Median :12.998
## Mean :23.66 Mean : 61.89 Mean :12.799
## 3rd Qu.:31.06 3rd Qu.: 77.00 3rd Qu.:16.998
## Max. :45.45 Max. :100.00 Max. :56.997
## rentas_de_no_registrados rentas_de_registrados rentas_totales
## Min. : 0.00 Min. : 0.0 Min. : 1.0
## 1st Qu.: 4.00 1st Qu.: 36.0 1st Qu.: 42.0
## Median : 17.00 Median :118.0 Median :145.0
## Mean : 36.02 Mean :155.6 Mean :191.6
## 3rd Qu.: 49.00 3rd Qu.:222.0 3rd Qu.:284.0
## Max. :367.00 Max. :886.0 Max. :977.0Observaciones:
1. Los días llegan hasta el 19 y no hasta el 31.
2. ¿Cuál es la relación de las estaciones? 1-Primavera, 2-Verano,
3-Otoño, 4-Invierno.
3. ¿Cuál es la relación de los días de la semana? 1-Domingo, 2-Lunes,
3-Martes, 4-Miércoles, 5-Jueves, 6-Viernes, 7-Sábado.
Generar la Regresión Lineal
regresión <- lm(rentas_totales ~ hora + dia + mes + año + estacion + dia_de_la_semana + asueto + temperatura + sensacion_termica + humedad + velocidad_del_viento, data=df)
summary(regresión)##
## Call:
## lm(formula = rentas_totales ~ hora + dia + mes + año + estacion +
## dia_de_la_semana + asueto + temperatura + sensacion_termica +
## humedad + velocidad_del_viento, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -305.52 -93.64 -27.70 61.85 649.10
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.661e+05 5.496e+03 -30.217 < 2e-16 ***
## hora 7.735e+00 2.070e-01 37.368 < 2e-16 ***
## dia 3.844e-01 2.482e-01 1.549 0.12150
## mes 9.996e+00 1.682e+00 5.943 2.89e-09 ***
## año 8.258e+01 2.732e+00 30.225 < 2e-16 ***
## estacion -7.774e+00 5.177e+00 -1.502 0.13324
## dia_de_la_semana 4.393e-01 6.918e-01 0.635 0.52545
## asueto -4.864e+00 8.365e+00 -0.582 0.56089
## temperatura 1.582e+00 1.038e+00 1.524 0.12752
## sensacion_termica 4.748e+00 9.552e-01 4.971 6.76e-07 ***
## humedad -2.115e+00 7.884e-02 -26.827 < 2e-16 ***
## velocidad_del_viento 5.582e-01 1.809e-01 3.086 0.00203 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 141.7 on 10874 degrees of freedom
## Multiple R-squared: 0.3891, Adjusted R-squared: 0.3885
## F-statistic: 629.6 on 11 and 10874 DF, p-value: < 2.2e-16Ajustar la Regresión Lineal
regresión <- lm(rentas_totales ~ hora + mes + año + sensacion_termica + humedad + velocidad_del_viento, data=df)
summary(regresión)##
## Call:
## lm(formula = rentas_totales ~ hora + mes + año + sensacion_termica +
## humedad + velocidad_del_viento, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -308.60 -93.85 -28.34 61.05 648.09
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.662e+05 5.496e+03 -30.250 < 2e-16 ***
## hora 7.734e+00 2.070e-01 37.364 < 2e-16 ***
## mes 7.574e+00 4.207e-01 18.002 < 2e-16 ***
## año 8.266e+01 2.732e+00 30.258 < 2e-16 ***
## sensacion_termica 6.172e+00 1.689e-01 36.539 < 2e-16 ***
## humedad -2.121e+00 7.858e-02 -26.988 < 2e-16 ***
## velocidad_del_viento 6.208e-01 1.771e-01 3.506 0.000457 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 141.7 on 10879 degrees of freedom
## Multiple R-squared: 0.3886, Adjusted R-squared: 0.3883
## F-statistic: 1153 on 6 and 10879 DF, p-value: < 2.2e-16Construir un Modelo Predictivo
datos <- data.frame(hora=11.54, mes=1:12, año=2013, sensacion_termica=23.66, humedad=61.89, velocidad_del_viento=12.799)
predict(regresión, datos)## 1 2 3 4 5 6 7 8
## 273.6001 281.1738 288.7475 296.3213 303.8950 311.4687 319.0424 326.6161
## 9 10 11 12
## 334.1898 341.7635 349.3372 356.9110Clase: Conclusiones
El modelo predictivo nos muestra las bicicletas rentadas por hora por mes durante el próximo año (2013), considerando las demás variables como promedio, con un R-cuadrada ajustada del 38.86%.
Ejercicio: House Pricing
Entender la Base de Datos
# file.choose()
dfhouse0 <- read.csv("C:\\Users\\karim\\OneDrive\\Escritorio\\Ejercicios R\\Regresión Lineal (bd renta de bicis)\\HousePriceData.csv")
summary(dfhouse0)## Observation Dist_Taxi Dist_Market Dist_Hospital
## Min. : 1.0 Min. : 146 Min. : 1666 Min. : 3227
## 1st Qu.:237.0 1st Qu.: 6477 1st Qu.: 9367 1st Qu.:11302
## Median :469.0 Median : 8228 Median :11149 Median :13189
## Mean :468.4 Mean : 8235 Mean :11022 Mean :13091
## 3rd Qu.:700.0 3rd Qu.: 9939 3rd Qu.:12675 3rd Qu.:14855
## Max. :932.0 Max. :20662 Max. :20945 Max. :23294
##
## Carpet Builtup Parking City_Category
## Min. : 775 Min. : 932 Length:905 Length:905
## 1st Qu.: 1317 1st Qu.: 1579 Class :character Class :character
## Median : 1478 Median : 1774 Mode :character Mode :character
## Mean : 1511 Mean : 1794
## 3rd Qu.: 1654 3rd Qu.: 1985
## Max. :24300 Max. :12730
## NA's :7
## Rainfall House_Price
## Min. :-110.0 Min. : 1492000
## 1st Qu.: 600.0 1st Qu.: 4623000
## Median : 780.0 Median : 5860000
## Mean : 786.9 Mean : 6083992
## 3rd Qu.: 970.0 3rd Qu.: 7200000
## Max. :1560.0 Max. :150000000
## ##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Parking n
## 1 Open 355
## 2 Not Provided 225
## 3 Covered 184
## 4 No Parking 141## City_Category n
## 1 CAT B 351
## 2 CAT A 320
## 3 CAT C 234Observaciones: 1. Carpet tiene 7 NA’s 2. El precio máximo de casa está con datos atípicos 3. Rainfall tiene valores negativos
Limpiar la Base de Datos
## Dist_Taxi Dist_Market Dist_Hospital Carpet Builtup Parking
## 1 9796 5250 10703 1659 1961 Open
## 2 8294 8186 12694 1461 1752 Not Provided
## 3 11001 14399 16991 1340 1609 Not Provided
## 4 8301 11188 12289 1451 1748 Covered
## 5 10510 12629 13921 1770 2111 Not Provided
## 6 6665 5142 9972 1442 1733 Open
## 7 13153 11869 17811 1542 1858 No Parking
## 8 5882 9948 13315 1261 1507 Open
## 9 7495 11589 13370 1090 1321 Not Provided
## 10 8233 7067 11400 1030 1235 Open
## 11 4278 10646 8243 1187 1439 Covered
## 12 8066 11149 12936 1751 2098 No Parking
## 13 7693 9130 14684 1746 2064 Open
## 14 5236 10853 13054 1615 1931 Covered
## 15 6027 6707 10176 1469 1756 Open
## 16 9648 14789 12812 1644 1950 Covered
## 17 11079 13102 13076 1578 1907 Open
## 18 6698 11519 13441 1703 2045 Covered
## 19 9609 9066 13304 1438 1731 Open
## 20 8155 8085 9837 1940 2340 Covered
## 21 9669 12385 13589 1421 1700 No Parking
## 22 11613 11675 15476 1458 1746 Open
## 23 10664 14161 15076 1719 2065 Covered
## 24 7309 7468 11460 1449 1752 Not Provided
## 25 7103 9832 10943 1234 1488 No Parking
## 26 6615 8178 12804 1732 2073 Not Provided
## 27 10870 12040 15221 1475 1777 Open
## 28 11735 10687 16954 1390 1648 No Parking
## 29 13441 13852 17989 1642 1943 No Parking
## 30 8876 13372 15845 1715 2071 Open
## 31 4066 9318 10159 1439 1746 Open
## 32 8248 8464 11292 1250 1508 Open
## 33 9904 11866 14566 1331 1608 Open
## 34 6526 7876 11215 1784 2163 Covered
## 35 6166 9680 12079 1375 1648 Not Provided
## 36 5064 10573 9796 1871 2230 Covered
## 37 6712 10341 15629 1442 1744 Not Provided
## 38 8317 13286 12785 1174 1411 Covered
## 39 7796 17101 16192 1839 2204 No Parking
## 40 9171 8368 12566 1270 1516 Not Provided
## 41 9357 11584 14219 1435 1725 Open
## 42 8101 11176 13502 965 1152 Not Provided
## 43 8794 12199 14275 1665 2001 No Parking
## 44 6017 14147 12642 1780 2117 Open
## 45 11265 12999 14621 1009 1194 Not Provided
## 46 6407 10134 13433 1227 1471 No Parking
## 47 7193 10163 10715 1769 2087 No Parking
## 48 9723 11620 13693 1660 1982 Open
## 49 11363 14001 17453 1472 1776 Open
## 50 13157 11247 16385 1408 1688 Not Provided
## 51 11657 12184 16450 1514 1820 Covered
## 52 10269 7505 13552 1565 1880 Covered
## 53 9480 15910 16887 1074 1288 Not Provided
## 54 10451 11465 16488 1864 2240 No Parking
## 55 7331 11247 10787 1570 1898 No Parking
## 56 8458 13941 15721 1417 1701 Open
## 57 9620 15033 14775 1734 2060 Not Provided
## 58 10566 10728 16951 1470 1763 Covered
## 59 5568 11538 14767 1761 2104 Not Provided
## 60 8210 9740 12485 1756 2070 Open
## 61 4533 6617 10052 1704 2045 No Parking
## 62 7471 9029 14080 NA 1614 Covered
## 63 6239 7326 9085 2011 2391 Not Provided
## 64 10504 9938 13747 1472 1748 Open
## 65 12715 10229 15329 1310 1561 Not Provided
## 66 9472 9686 13464 1544 1821 Covered
## 67 4195 9050 7517 1707 2052 Open
## 68 5858 8114 11026 1881 2262 No Parking
## 69 9849 8773 15371 1416 1681 Not Provided
## 70 7983 6338 11916 1631 1941 Open
## 71 5174 9293 10704 1318 1576 Covered
## 72 7629 8786 12052 1692 2019 Open
## 73 8841 11909 11625 1152 1380 Not Provided
## 74 9327 9867 14244 891 1073 Not Provided
## 75 6637 10365 9537 1468 1749 Not Provided
## 76 4589 12404 12558 1539 1833 Not Provided
## 77 9604 13622 15501 1635 1956 Covered
## 78 8868 12356 13209 1267 1520 Not Provided
## 79 11676 14735 15825 1250 1475 Open
## 80 5909 10455 13125 1720 2044 Open
## 81 9674 12676 14459 1462 1761 Not Provided
## 82 4997 9411 11468 1431 1711 No Parking
## 83 9371 12701 16615 1539 1858 Not Provided
## 84 14306 12591 18029 1441 1723 Open
## 85 6591 14567 13985 1572 1884 No Parking
## 86 7566 9599 16454 1287 1525 Not Provided
## 87 8463 8825 7307 1468 1760 Not Provided
## 88 1200 7579 7376 1931 2342 Covered
## 89 6871 10557 12097 1252 1506 Open
## 90 6956 9048 11991 1238 1468 Open
## 91 2222 10106 8858 1479 1758 Covered
## 92 6194 8473 11978 1590 1912 Open
## 93 7025 10344 11682 2169 2617 Open
## 94 9233 12290 14032 1838 2205 Covered
## 95 7185 13170 13904 1385 1655 Open
## 96 7021 12206 14664 1921 2305 Covered
## 97 7970 9719 9695 1975 2385 Not Provided
## 98 10381 15076 16590 1853 2235 Not Provided
## 99 5725 16967 11221 1816 2171 Open
## 100 13866 13472 15427 1785 2147 Open
## 101 6353 15169 13058 1579 1899 No Parking
## 102 7944 7275 10843 1096 1321 Open
## 103 6445 9455 10950 1919 2294 Not Provided
## 104 4446 9575 9133 1262 1500 Not Provided
## 105 5320 9845 9590 1374 1655 Covered
## 106 10103 11932 16948 1309 1587 Not Provided
## 107 11517 11278 14656 1207 1434 Not Provided
## 108 7388 15701 14982 1692 2031 Open
## 109 11475 14768 15998 1929 2311 Open
## 110 10148 10679 11618 1573 1878 Not Provided
## 111 6255 11047 10332 1415 1700 Covered
## 112 7018 7981 13748 1162 1382 Open
## 113 9588 10711 13963 1485 1787 Open
## 114 8276 11728 11932 1897 2248 Not Provided
## 115 7739 12930 12703 1607 1927 No Parking
## 116 10106 13805 16769 1909 2287 Not Provided
## 117 8510 10891 13380 1274 1503 Open
## 118 5553 13174 11586 1157 1379 Not Provided
## 119 7522 11974 11433 1712 2046 Not Provided
## 120 8702 13088 14238 1500 1798 No Parking
## 121 6777 9885 11064 1682 2017 Open
## 122 7944 14333 12801 1441 1727 Not Provided
## 123 1637 7315 7685 1525 1835 Covered
## 124 5237 9949 9116 1408 1669 Not Provided
## 125 6567 14955 13427 1947 2333 Open
## 126 7293 6919 11618 1164 1390 Not Provided
## 127 4415 9440 10672 1787 2137 Covered
## 128 6873 7786 9520 1871 2241 Open
## 129 6139 9882 10482 1718 2051 Open
## 130 10772 9004 13291 1365 1636 Not Provided
## 131 4233 10090 11422 1368 1654 No Parking
## 132 7238 13882 13825 1342 1595 Open
## 133 7066 15366 15721 1076 1270 Open
## 134 8353 12447 12931 1396 1672 No Parking
## 135 11621 14446 14609 1713 2071 Open
## 136 10831 15438 16525 1370 1638 Open
## 137 7650 5591 10198 1667 1993 No Parking
## 138 8464 14185 15235 1638 1972 Not Provided
## 139 6502 9917 10173 1581 1905 Open
## 140 4945 10098 9241 1795 2187 Open
## 141 5123 8950 8719 1179 1412 Covered
## 142 7540 7861 10544 1978 2374 Open
## 143 3529 13267 9687 1688 2042 No Parking
## 144 7597 10595 9399 1214 1456 Not Provided
## 145 4198 8105 7609 1504 1805 Open
## 146 9257 12705 15491 1498 1770 Not Provided
## 147 7611 8008 11018 1462 1762 Open
## 148 9334 12267 14658 1442 1750 Not Provided
## 149 3761 8492 8590 1250 1486 Open
## 150 7738 9475 14329 1229 1480 Open
## 151 5964 10763 12082 1936 2300 Covered
## 152 7032 11598 12267 1369 1629 Open
## 153 10868 12273 14157 1662 1986 Open
## 154 10100 11816 14994 1548 1855 Open
## 155 10967 12140 14999 1649 1963 Not Provided
## 156 11678 14658 14417 1393 1663 Open
## 157 3644 10324 10264 1450 1734 Not Provided
## 158 5595 13050 12267 1613 1921 Covered
## 159 10043 12339 14476 1408 1696 No Parking
## 160 3050 11554 8995 775 932 Open
## 161 9487 10781 15148 1275 1534 Covered
## 162 9674 12730 15159 1740 2078 Open
## 163 6373 8175 9701 1372 1657 Open
## 164 6326 11417 9620 1414 1723 Covered
## 165 3328 6678 9320 2044 2474 Open
## 166 8509 10793 11170 1823 2176 Not Provided
## 167 9963 10658 14014 955 1133 Not Provided
## 168 5754 6031 9745 1465 1763 Not Provided
## 169 10039 8836 15253 1331 1606 Open
## 170 8738 12259 15087 1232 1487 Not Provided
## 171 5736 11309 14316 1481 1765 No Parking
## 172 4692 5460 7531 1343 1599 Open
## 173 8391 12763 15332 1539 1837 Covered
## 174 9770 11006 16758 1007 1207 No Parking
## 175 7371 9749 13443 1762 2145 Open
## 176 10662 10945 13294 1527 1832 Not Provided
## 177 5654 10609 9842 1356 1619 Covered
## 178 13166 11814 18307 1536 1848 No Parking
## 179 9255 11812 14629 1605 1902 Not Provided
## 180 4917 7195 9468 1704 2032 Covered
## 181 7557 9831 13403 1626 1941 Not Provided
## 182 6424 13011 11082 1612 1939 Not Provided
## 183 4933 12836 12107 1174 1396 Covered
## 184 7713 12150 13475 1923 2339 Open
## 185 9247 8857 14642 1702 2053 Open
## 186 15522 13528 20076 1398 1692 No Parking
## 187 8691 10901 12693 1437 1717 Open
## 188 10813 12852 16833 1524 1796 Open
## 189 10296 11300 10885 1660 1985 Covered
## 190 9834 14431 16375 1302 1569 Open
## 191 8704 13572 12349 1666 2000 Open
## 192 7863 11266 12375 1391 1649 Open
## 193 10083 13322 15167 1778 2148 Open
## 194 11203 12227 16293 1462 1770 Open
## 195 12499 11966 17546 1751 2115 No Parking
## 196 10890 13235 13935 1652 1982 Covered
## 197 10502 12011 16938 1841 2215 Covered
## 198 13120 15147 20263 1496 1791 Not Provided
## 199 1868 9951 9760 1504 1827 Open
## 200 8643 12365 13695 1524 1808 Not Provided
## 201 8121 9372 10995 1148 1371 Open
## 202 11100 10338 14201 1468 1744 No Parking
## 203 6126 8116 14091 1310 1558 Not Provided
## 204 10187 12921 13539 1321 1579 Covered
## 205 4053 7724 8975 992 1192 Not Provided
## 206 9932 8958 14087 1540 1857 Open
## 207 8385 12977 14868 1807 2149 Not Provided
## 208 9236 12932 14681 1526 1853 Open
## 209 11195 16650 18762 1406 1677 Open
## 210 11749 11673 16036 1703 2055 No Parking
## 211 5159 12872 9786 1575 1872 Covered
## 212 11291 8711 14479 1309 1572 Open
## 213 5312 12616 12095 1488 1807 Open
## 214 12001 16298 15585 1658 1988 Not Provided
## 215 9024 9404 13234 1863 2245 Open
## 216 6209 10808 11285 1458 1725 Not Provided
## 217 5770 12932 13163 1604 1909 Open
## 218 6697 8730 11209 1575 1899 Open
## 219 5899 7614 9374 1525 1829 Covered
## 220 9939 14835 15351 1451 1737 Open
## 221 12336 14878 17719 1390 1687 Open
## 222 10238 9621 12102 1442 1742 Open
## 223 10664 7432 14294 1620 1922 Covered
## 224 13071 15127 17387 1251 1527 Open
## 225 7826 13333 11983 1318 1606 Covered
## 226 10539 14728 14223 1647 1962 No Parking
## 227 11355 11024 16005 1829 2175 No Parking
## 228 8387 11281 14879 1852 2227 Covered
## 229 12631 12290 14599 1699 2053 Open
## 230 5366 11566 12466 1325 1595 Open
## 231 6571 10429 11465 1350 1634 Open
## 232 5485 8488 12234 1347 1628 Covered
## 233 5181 9038 10100 1397 1661 Open
## 234 8085 11993 13463 1245 1499 Open
## 235 10612 8229 15696 1366 1649 Not Provided
## 236 10625 13922 16123 1378 1658 Not Provided
## 237 2999 11347 8760 1767 2110 Not Provided
## 238 10631 8780 15335 1184 1434 Not Provided
## 239 8323 10395 11206 1257 1505 No Parking
## 240 3696 6455 7925 NA 1846 Not Provided
## 241 5758 10148 13301 1863 2247 Open
## 242 9707 8985 13875 1881 2244 Open
## 243 13392 13930 18104 1329 1609 Not Provided
## 244 4906 10462 12246 1539 1848 Open
## 245 10006 10003 14751 1557 1861 No Parking
## 246 6583 6438 10118 2007 2397 Open
## 247 10100 11800 14304 1185 1418 Not Provided
## 248 9573 13264 16608 1657 2003 Not Provided
## 249 8231 10056 14031 1294 1539 Not Provided
## 250 10213 13975 15747 1296 1559 No Parking
## 251 10437 13268 14922 1733 2097 Open
## 252 6382 6892 13197 1641 1976 Open
## 253 5732 12634 12938 1373 1648 Not Provided
## 254 5402 6653 10474 1550 1845 Covered
## 255 7911 13003 12926 1583 1907 Open
## 256 8784 12817 14448 1428 1719 Not Provided
## 257 5566 9162 10429 1604 1925 Covered
## 258 8228 13686 13223 1439 1735 Not Provided
## 259 10414 11359 12764 1648 2003 Open
## 260 12974 13529 18046 1025 1231 No Parking
## 261 8712 10134 13615 2001 2394 Not Provided
## 262 4616 9983 10644 1145 1370 Covered
## 263 8370 13716 13115 1174 1426 Open
## 264 11875 9962 14066 913 1106 Open
## 265 8895 10317 12353 1199 1433 Not Provided
## 266 7653 11521 14161 1875 2254 Open
## 267 13339 15821 18449 1153 1397 No Parking
## 268 4355 6857 6316 1240 1492 Not Provided
## 269 5577 8399 11778 1381 1660 Open
## 270 11184 12656 14583 1701 2030 Covered
## 271 12728 12131 16681 1206 1456 Open
## 272 6297 11128 11198 1476 1777 No Parking
## 273 7531 12145 13548 1189 1439 Not Provided
## 274 9061 8496 14431 1837 2220 No Parking
## 275 4637 8636 11431 1319 1571 No Parking
## 276 7573 9645 14012 1617 1901 Open
## 277 6923 7928 12000 1631 1967 Open
## 278 7635 10625 12975 1517 1805 Covered
## 279 8117 13349 16226 1764 2109 Not Provided
## 280 8726 12035 10170 1572 1869 Open
## 281 10437 13667 12454 1855 2197 Open
## 282 7974 13932 12772 1327 1571 Not Provided
## 283 8705 12027 14258 1270 1515 Open
## 284 6573 11137 9470 1734 2073 Open
## 285 11017 8028 14703 1533 1848 Covered
## 286 10517 9839 13059 1390 1646 Open
## 287 5896 14047 13272 1856 2216 Open
## 288 8051 10492 11114 1000 1215 Open
## 289 7097 13252 13997 1313 1586 Covered
## 290 4219 5927 7860 1494 1799 Open
## 291 9908 12872 13554 1386 1674 No Parking
## 292 8913 7116 12276 1979 2364 Not Provided
## 293 7964 17040 14582 1057 1264 Open
## 294 4019 7091 8720 902 1093 Covered
## 295 9242 13331 13748 1644 2003 No Parking
## 296 8801 11775 12950 1347 1622 Open
## 297 10720 13072 14860 1314 1576 Covered
## 298 8556 11931 13511 1513 1803 Not Provided
## 299 8933 14064 14874 1305 1548 Not Provided
## 300 8100 9239 10996 1180 1436 No Parking
## 301 9354 8578 10360 1142 1352 Not Provided
## 302 10692 13202 16298 1471 1768 Not Provided
## 303 12386 12834 13614 1075 1288 Not Provided
## 304 8541 13767 13081 1578 1885 Covered
## 305 8450 10286 13820 1585 1916 Covered
## 306 9803 14989 14259 1391 1648 Open
## 307 11142 10953 14331 1577 1892 Open
## 308 9851 13410 16916 1092 1314 Open
## 309 6089 13147 10479 1375 1681 Open
## 310 11240 9781 15232 1523 1813 Covered
## 311 10349 10540 14593 1373 1654 Not Provided
## 312 6237 11896 12512 1550 1871 Covered
## 313 5516 9426 11457 1614 1946 Covered
## 314 8362 9041 13899 1566 1889 Covered
## 315 4603 9103 10753 2019 2396 Covered
## 316 4904 11562 12490 1494 1806 Open
## 317 9722 13414 13617 1659 2008 No Parking
## 318 8884 6700 11772 1766 2131 Covered
## 319 10457 16441 17743 1293 1554 Covered
## 320 3114 7163 8477 1375 1659 Covered
## 321 9132 11092 13571 1236 1484 No Parking
## 322 11416 11521 18432 1332 1586 No Parking
## 323 7492 12257 11623 1513 1825 Covered
## 324 9464 10762 13998 1208 1459 Open
## 325 7960 15487 11348 1190 1429 Open
## 326 4850 12848 11995 1448 1734 Open
## 327 9308 18281 18532 1771 2147 Open
## 328 5889 12646 10210 1365 1645 Not Provided
## 329 5622 11612 11735 1510 1810 No Parking
## 330 6509 11842 12569 1458 1736 Open
## 331 13991 16736 17999 1808 2157 Not Provided
## 332 8257 11489 12600 1615 1954 Open
## 333 7259 11982 13297 1640 1948 Covered
## 334 7197 7872 11113 1060 1273 Open
## 335 9119 11639 14374 1633 1968 Open
## 336 9375 9562 12062 1222 1473 Not Provided
## 337 12946 11622 15214 1619 1957 Open
## 338 10948 11622 14879 1624 1973 No Parking
## 339 5790 14387 9654 1887 2278 Open
## 340 9107 9300 17103 1320 1583 Not Provided
## 341 11198 10781 16789 1450 1750 Open
## 342 8278 16251 13857 1455 1764 Covered
## 343 7364 7633 12153 966 1172 Not Provided
## 344 8692 9271 12352 1922 2290 Open
## 345 8256 16042 16071 1678 1999 Not Provided
## 346 11986 17552 19014 1638 1952 Not Provided
## 347 4604 5839 7428 1145 1375 Open
## 348 20662 20945 23294 24300 12730 Covered
## 349 4846 6375 9920 2004 2390 Open
## 350 15321 11916 16620 1954 2378 Covered
## 351 7618 7083 10051 1577 1879 Covered
## 352 9666 10668 16002 1766 2138 Open
## 353 7318 9441 12192 1362 1634 Not Provided
## 354 8927 10229 13380 1886 2228 Open
## 355 8197 14389 13108 1291 1546 Open
## 356 6276 10973 13016 1584 1897 Not Provided
## 357 7338 8547 12034 1397 1686 No Parking
## 358 9410 12397 15927 1445 1709 Open
## 359 7047 9529 14945 1433 1707 Not Provided
## 360 7788 10946 14208 1269 1511 Open
## 361 7373 8907 11449 1798 2134 Covered
## 362 9415 12467 12841 1514 1822 Covered
## 363 6792 11510 14652 1015 1216 No Parking
## 364 604 6231 4922 1495 1799 Open
## 365 12898 12966 15635 1759 2095 Open
## 366 6153 10234 10502 1219 1468 Covered
## 367 7281 8521 13216 1571 1877 Open
## 368 8475 14837 13124 1404 1670 Open
## 369 9913 12642 15044 1124 1369 No Parking
## 370 6650 6080 10017 1514 1837 Open
## 371 10027 11992 15660 1207 1476 Open
## 372 5558 8275 10846 1484 1774 No Parking
## 373 5162 6611 9842 1398 1678 No Parking
## 374 8283 14385 15540 1769 2112 Open
## 375 6469 10114 11295 1111 1322 Not Provided
## 376 7754 9915 9861 1078 1305 Covered
## 377 9689 10159 11554 1876 2254 No Parking
## 378 13015 15026 15586 1909 2306 Not Provided
## 379 5944 7143 12384 1940 2343 Covered
## 380 3132 8369 8805 1391 1683 Open
## 381 7508 10841 11927 1496 1774 Not Provided
## 382 3772 6427 10119 1412 1699 Open
## 383 12545 14209 16889 1121 1345 No Parking
## 384 12012 8507 12364 1691 2026 Open
## 385 11605 12579 16088 1599 1946 Open
## 386 9154 12441 14070 1208 1467 Not Provided
## 387 9468 11604 13764 1454 1737 Not Provided
## 388 8044 14513 15360 1555 1881 Covered
## 389 7317 7638 13712 1554 1852 Open
## 390 6860 12712 12638 1491 1800 Not Provided
## 391 7270 9499 11654 1415 1697 Open
## 392 6832 13517 9360 1487 1801 Open
## 393 6830 12550 12612 1339 1589 Not Provided
## 394 7823 9200 13495 1320 1562 Covered
## 395 8773 13547 15551 1509 1799 No Parking
## 396 6947 9487 10385 1406 1680 Not Provided
## 397 7083 7275 10474 1264 1502 Open
## 398 10057 8292 13595 1905 2280 Open
## 399 7214 13739 13314 1209 1464 Covered
## 400 7935 7911 10691 1546 1829 Not Provided
## 401 5787 14151 14705 1689 2044 Open
## 402 9259 8471 12891 1153 1381 No Parking
## 403 11445 5955 13648 2063 2493 Covered
## 404 6650 8409 12131 1848 2254 Open
## 405 6858 12850 12287 1718 2056 Covered
## 406 11309 8252 13199 1480 1773 Covered
## 407 5727 5902 10754 1439 1724 Not Provided
## 408 9328 13093 12841 1576 1896 Not Provided
## 409 4049 4402 8614 1948 2374 Open
## 410 5440 12550 11734 1613 1893 Not Provided
## 411 12977 12302 16496 896 1059 Open
## 412 11246 10333 13997 1625 1943 Not Provided
## 413 16233 15074 18566 1303 1587 No Parking
## 414 6824 6352 8577 1340 1605 Not Provided
## 415 4127 8367 9533 1410 1704 Open
## 416 6214 14164 14555 1432 1719 Covered
## 417 12322 10530 16409 1891 2280 Covered
## 418 5389 10389 11111 1322 1583 Open
## 419 5900 10980 12617 1378 1670 Covered
## 420 11537 13214 17191 1462 1732 Not Provided
## 421 12794 17541 20046 1440 1733 No Parking
## 422 9405 12156 15118 1421 1724 Covered
## 423 5508 7881 10157 1280 1530 Open
## 424 13275 9872 15303 1431 1710 Covered
## 425 9475 9807 14405 NA 1771 Covered
## 426 7807 9674 12678 1161 1404 Covered
## 427 8634 11628 12786 1175 1405 Open
## 428 11031 12462 13010 1395 1662 Open
## 429 6266 13767 12066 1443 1755 Not Provided
## 430 5359 8372 11239 1247 1523 Open
## 431 9569 10441 12905 1788 2133 Open
## 432 6465 10915 10058 1138 1375 Not Provided
## 433 10068 10816 13429 1709 2042 Open
## 434 5499 10606 10603 1777 2145 Covered
## 435 8395 12601 13089 1612 1918 Covered
## 436 9204 10843 14663 1618 1943 Open
## 437 6885 7314 10673 1311 1571 No Parking
## 438 5728 10253 11216 1365 1638 Covered
## 439 6669 11500 11948 1249 1503 Open
## 440 4846 9003 10135 1373 1635 No Parking
## 441 8850 10060 11765 1536 1836 Not Provided
## 442 12862 12087 17686 1744 2101 No Parking
## 443 13925 14473 17746 1513 1820 Open
## 444 11082 12407 14913 1297 1561 Not Provided
## 445 3971 7129 5913 1908 2304 Open
## 446 7136 8734 9830 1721 2076 No Parking
## 447 6736 13652 12823 1243 1491 Open
## 448 10701 15780 15366 1472 1766 Open
## 449 9089 14320 13391 1307 1570 Not Provided
## 450 7753 8307 13508 1628 1959 Not Provided
## 451 10162 10094 12564 1556 1869 Covered
## 452 9393 11121 12596 1179 1428 Open
## 453 10272 8355 13586 1768 2123 Not Provided
## 454 7265 12325 12060 1378 1656 Open
## 455 7457 12005 13976 1685 2015 Open
## 456 6475 8198 9766 1474 1759 Open
## 457 8032 7922 9846 1794 2137 No Parking
## 458 10709 10849 17155 1086 1291 Covered
## 459 4783 11103 9602 1808 2154 Open
## 460 5381 5177 8992 1501 1790 Not Provided
## 461 5258 9505 8580 1353 1598 No Parking
## 462 8799 10559 14496 1455 1757 No Parking
## 463 10063 10671 14466 1165 1411 Not Provided
## 464 11238 14329 15943 1332 1610 Open
## 465 6284 11514 11302 1396 1668 Covered
## 466 6855 11349 11719 1513 1821 Open
## 467 9914 11558 16360 1618 1940 Covered
## 468 7971 8165 12202 1845 2233 No Parking
## 469 5845 5999 10472 1172 1411 No Parking
## 470 6589 10742 11179 NA 1810 Not Provided
## 471 9881 12215 14248 1436 1737 Covered
## 472 7132 9530 11594 1738 2065 No Parking
## 473 6063 8269 10928 2229 2667 Covered
## 474 11487 12958 17196 1490 1783 Open
## 475 11888 15672 16427 1060 1279 Open
## 476 3553 6062 7649 2015 2436 Covered
## 477 9590 10173 13574 1611 1919 Covered
## 478 11139 14537 17452 1187 1417 Open
## 479 12787 12142 15454 1430 1690 Open
## 480 8193 12666 14844 1543 1840 Covered
## 481 10452 10978 16079 1836 2195 Not Provided
## 482 9337 9865 11171 1463 1764 Covered
## 483 7531 15408 14394 1213 1462 Covered
## 484 8558 13467 15079 1244 1480 Open
## 485 7905 10054 15182 1745 2108 Covered
## 486 5044 9458 12063 933 1121 Open
## 487 8346 11640 12725 1764 2132 Covered
## 488 5464 7752 11406 1675 2002 Open
## 489 7678 14228 14778 1688 2046 Open
## 490 7205 9682 13179 1842 2204 No Parking
## 491 8344 8916 11192 1316 1597 Not Provided
## 492 6049 11589 10343 1440 1719 Covered
## 493 10814 14071 17512 1760 2111 No Parking
## 494 6390 10143 9685 1323 1571 Open
## 495 2992 5718 5446 1230 1466 Open
## 496 9363 13333 14529 1540 1838 Open
## 497 8865 8515 12294 1167 1388 No Parking
## 498 7127 8762 10749 1429 1695 Covered
## 499 10670 10435 16607 1491 1770 Not Provided
## 500 9172 14024 12540 1313 1574 Open
## 501 9800 9133 13657 1609 1943 Open
## 502 7998 12742 13303 1109 1342 Not Provided
## 503 4068 7624 6764 1207 1440 No Parking
## 504 10531 11054 15189 902 1087 Not Provided
## 505 8588 13937 8728 1191 1422 Open
## 506 9074 7556 12666 1335 1601 Open
## 507 7073 14107 14781 1382 1660 No Parking
## 508 2756 5325 6808 1588 1906 Not Provided
## 509 6756 5976 9051 1918 2284 No Parking
## 510 7360 8950 13140 1484 1774 Not Provided
## 511 6934 14287 12528 1334 1607 No Parking
## 512 6569 13470 12541 1556 1846 No Parking
## 513 6979 10242 10270 1784 2142 Covered
## 514 5584 10514 11003 1244 1477 No Parking
## 515 6750 11495 13016 1496 1787 Open
## 516 10320 11719 14343 1719 2058 Covered
## 517 8590 11229 12737 1678 2022 Open
## 518 5991 12588 12015 1247 1490 Open
## 519 7056 10860 12856 1191 1421 Covered
## 520 7765 7313 10302 1832 2208 Covered
## 521 7894 11648 10009 1271 1523 Not Provided
## 522 11999 12241 14575 1735 2084 Open
## 523 8063 11923 12361 1627 1948 No Parking
## 524 6493 14696 14315 1351 1616 Covered
## 525 7669 10444 12941 1520 1817 Open
## 526 4116 11266 11661 1490 1788 Covered
## 527 4886 11166 11986 NA 2148 Covered
## 528 9089 9503 13179 1777 2117 Not Provided
## 529 7996 6753 9959 1688 2037 Covered
## 530 9916 12241 15485 1537 1836 No Parking
## 531 10340 14340 17721 1622 1968 Covered
## 532 6514 11008 11301 1148 1384 Open
## 533 8230 10705 11862 1001 1194 Covered
## 534 16850 15553 22407 1857 2236 No Parking
## 535 11014 10848 14405 1552 1869 Open
## 536 8917 9699 11425 1700 2064 Not Provided
## 537 9927 11760 12555 1554 1844 Not Provided
## 538 9059 11486 11984 1482 1777 Open
## 539 14005 9744 17121 1275 1517 Covered
## 540 6427 13284 13775 1642 1981 Open
## 541 6440 10689 13561 1381 1633 Not Provided
## 542 3167 9659 8682 1381 1634 Open
## 543 5579 11928 11294 1057 1262 Open
## 544 5876 13703 7564 1192 1445 Covered
## 545 11812 13363 17040 1601 1920 No Parking
## 546 10881 13649 15717 1622 1968 Not Provided
## 547 8790 10451 12621 NA 1653 Open
## 548 2314 8933 8231 1607 1909 Open
## 549 9559 9796 13278 2214 2647 Open
## 550 4113 12277 10937 1633 1936 Open
## 551 8836 10580 14360 1546 1845 No Parking
## 552 9281 8825 11191 1475 1753 Not Provided
## 553 10724 14028 16129 1270 1519 Not Provided
## 554 9109 10436 11963 1185 1420 Open
## 555 9684 11953 15162 1614 1938 Open
## 556 8363 11994 12873 1141 1353 Open
## 557 9021 11522 13615 1244 1481 Open
## 558 7175 5750 12044 869 1050 Not Provided
## 559 11897 12621 15693 2049 2465 Not Provided
## 560 5266 6740 8531 1883 2262 No Parking
## 561 9547 11233 13642 1526 1842 Open
## 562 5277 9221 9414 1165 1390 No Parking
## 563 10453 11981 14868 1832 2185 Open
## 564 6736 14813 14125 1723 2072 Covered
## 565 1648 4950 6583 932 1138 Open
## 566 3784 10365 9878 1137 1374 Covered
## 567 11335 12652 15503 1231 1472 Open
## 568 11826 16146 16532 1237 1512 Covered
## 569 10961 17111 15477 1371 1650 Covered
## 570 7570 8829 12505 1767 2158 Open
## 571 5738 8270 10242 1748 2092 Open
## 572 6237 10793 12774 1212 1440 Open
## 573 8081 9852 14028 1466 1743 Covered
## 574 6344 9442 14746 1152 1386 Open
## 575 11139 11743 15206 1439 1703 Open
## 576 5451 16007 13025 NA 1704 Open
## 577 7284 11172 13742 2026 2400 Not Provided
## 578 6270 11440 9163 1772 2146 Open
## 579 2017 8473 9077 1511 1822 Open
## 580 5908 10764 11187 1199 1461 Not Provided
## 581 8655 10639 14020 1834 2184 Covered
## 582 13070 16770 19497 1143 1375 No Parking
## 583 7348 6714 10920 1494 1794 Covered
## 584 12951 12503 15166 1770 2131 Not Provided
## 585 5212 9235 9335 1455 1747 Open
## 586 6177 6009 9642 1141 1372 Not Provided
## 587 9374 13102 13706 1586 1886 Covered
## 588 6967 12104 11007 1701 2034 No Parking
## 589 10314 12431 12349 1860 2246 Open
## 590 3543 7722 8175 1167 1406 Open
## 591 3685 6787 8033 1424 1716 Open
## 592 12580 14692 17517 1710 2053 Open
## 593 8176 12223 14233 1408 1708 Not Provided
## 594 9015 9628 12697 1517 1831 No Parking
## 595 7002 8425 11450 1227 1476 Not Provided
## 596 8272 8092 12626 1609 1930 Open
## 597 9726 11935 15318 1553 1831 No Parking
## 598 5572 13280 11351 1814 2174 Open
## 599 10440 11464 15648 1240 1493 Open
## 600 5189 9059 10863 1206 1437 No Parking
## 601 9935 15807 18595 1847 2186 Not Provided
## 602 7300 12541 13715 1009 1202 No Parking
## 603 4619 10768 11787 1624 1946 Covered
## 604 10773 12323 16823 1612 1931 Open
## 605 11124 8732 14790 1498 1805 Open
## 606 10489 12274 13086 946 1125 No Parking
## 607 8270 14406 15231 1563 1872 No Parking
## 608 5985 12402 11559 1664 2016 Open
## 609 4955 12586 14979 1619 1947 Covered
## 610 9188 13997 14768 1433 1722 Open
## 611 11801 11283 14728 1241 1489 Not Provided
## 612 9006 13952 14368 1429 1720 Open
## 613 9667 12214 14277 1241 1488 Not Provided
## 614 3605 11017 12447 1078 1306 Not Provided
## 615 8846 11995 12883 1690 2065 Not Provided
## 616 6976 13119 13556 1289 1536 No Parking
## 617 8050 11347 13218 1581 1894 No Parking
## 618 5760 8577 9947 1608 1945 Not Provided
## 619 11209 10016 14328 1344 1608 Open
## 620 7739 13750 14696 1513 1804 Not Provided
## 621 5761 7680 10875 1529 1839 Open
## 622 3702 7220 12065 1677 2014 Open
## 623 7570 11481 13873 1015 1229 Not Provided
## 624 7804 14219 12142 1438 1751 Open
## 625 8283 11709 15284 1426 1718 No Parking
## 626 8451 11465 12406 1412 1701 Not Provided
## 627 6666 10531 12005 1622 1944 Covered
## 628 12337 13653 15193 1503 1791 Open
## 629 7188 12268 12783 1501 1789 Open
## 630 10632 14276 13109 1971 2342 Covered
## 631 11310 12783 15627 1383 1687 Open
## 632 6745 5772 9747 1371 1635 Covered
## 633 8645 10897 15845 1508 1823 No Parking
## 634 6714 7862 10067 1057 1284 Open
## 635 8351 11696 13422 1411 1680 Covered
## 636 7673 12311 13146 1466 1746 Covered
## 637 9792 10755 15681 1545 1888 Covered
## 638 11255 9174 16617 2044 2408 Not Provided
## 639 8148 12093 13164 1887 2264 Not Provided
## 640 8168 15365 15215 1505 1836 Open
## 641 9545 9831 12811 1422 1722 Open
## 642 7550 11193 13279 1564 1869 Covered
## 643 8707 14403 13703 1510 1810 No Parking
## 644 5632 9765 9859 1568 1920 Not Provided
## 645 4778 9811 11385 1933 2338 Not Provided
## 646 5222 8952 11776 1501 1822 No Parking
## 647 10014 11682 13425 1593 1911 Open
## 648 14637 15127 14763 1812 2189 No Parking
## 649 7903 7881 11860 1580 1895 Open
## 650 12359 13926 15304 1440 1749 Not Provided
## 651 9751 10544 12888 1100 1331 No Parking
## 652 5947 8114 11272 1534 1841 Covered
## 653 10809 12539 15552 1299 1555 Not Provided
## 654 12389 12020 17056 1767 2121 No Parking
## 655 5598 12246 10900 1368 1649 Not Provided
## 656 5539 13503 11421 1393 1670 Covered
## 657 10370 11615 14419 1327 1590 Open
## 658 8128 14461 15753 1514 1794 Covered
## 659 7288 9560 12531 1989 2414 No Parking
## 660 9823 13861 14579 1334 1584 Not Provided
## 661 5351 6435 12231 1533 1817 Covered
## 662 6685 10345 8646 1809 2145 Not Provided
## 663 9329 11050 12306 1607 1933 Not Provided
## 664 13823 16489 17178 1165 1387 Not Provided
## 665 7431 11293 10991 1193 1430 Covered
## 666 8759 12879 13776 1709 2065 No Parking
## 667 9420 13980 13290 1525 1839 No Parking
## 668 7846 7486 12195 1348 1623 No Parking
## 669 5038 14034 11450 1132 1366 Covered
## 670 5059 7402 10629 1667 2020 Not Provided
## 671 8012 5276 11844 1427 1720 No Parking
## 672 4079 8940 9831 1211 1447 Open
## 673 8406 12039 13144 1717 2048 Not Provided
## 674 7408 9188 12475 1766 2111 No Parking
## 675 7468 16525 15383 1086 1299 No Parking
## 676 10985 13935 16737 1410 1692 Open
## 677 5481 13129 12275 1476 1760 Not Provided
## 678 6750 10899 11479 1068 1278 Open
## 679 5874 10389 8292 1485 1785 Not Provided
## 680 5627 13099 10068 1461 1739 Covered
## 681 3844 9029 8292 1685 2010 Open
## 682 9209 10610 13222 1624 1958 Open
## 683 7290 8691 10953 1658 2000 Not Provided
## 684 8729 9922 11314 1427 1677 Not Provided
## 685 8861 10181 15112 1755 2072 No Parking
## 686 6497 12467 12711 1211 1472 Open
## 687 4697 6004 10759 1591 1896 Open
## 688 8503 6922 10746 1797 2126 Open
## 689 12135 10244 15410 1519 1823 Open
## 690 8510 10041 13369 1637 1958 Open
## 691 9597 10662 11556 1451 1750 Not Provided
## 692 9175 11210 14991 1203 1446 Open
## 693 5640 8331 12309 1884 2262 Open
## 694 11607 14783 16502 1540 1820 Not Provided
## 695 7384 9611 9463 1121 1332 Not Provided
## 696 10847 12430 15104 1307 1562 No Parking
## 697 4984 9442 11597 1475 1775 Covered
## 698 5171 10686 12522 1160 1401 Open
## 699 11232 10818 16408 1078 1276 Not Provided
## 700 4229 7736 11164 1191 1436 Open
## 701 10940 8714 12405 1317 1569 Covered
## 702 8499 7295 13189 1548 1858 Not Provided
## 703 9644 10754 13529 1560 1883 Open
## 704 6419 13341 9727 1297 1529 Covered
## 705 10989 13153 13797 1645 1958 Covered
## 706 13247 11126 16434 1225 1455 Open
## 707 11487 12079 14156 1421 1704 Not Provided
## 708 7015 10387 11876 1655 1956 Open
## 709 8862 9304 14033 1615 1928 Covered
## 710 7798 10244 11170 1872 2262 Open
## 711 10300 11870 15364 1317 1581 Not Provided
## 712 4101 13623 11261 1434 1729 No Parking
## 713 10947 14084 16646 1791 2167 Open
## 714 8701 8969 12290 932 1120 Covered
## 715 5922 10858 11683 1609 1924 Covered
## 716 6868 11800 12496 1495 1793 Open
## 717 11041 11886 15799 1769 2153 Not Provided
## 718 5913 7138 9401 1693 2032 Open
## 719 10073 10474 13497 1247 1497 Open
## 720 7091 9344 11297 1502 1815 No Parking
## 721 11849 9005 14370 1360 1612 Open
## 722 12973 15178 18836 1542 1844 Open
## 723 7574 11711 15247 1631 1947 Open
## 724 9085 12731 14181 1246 1482 Open
## 725 4301 11537 10992 1990 2384 Open
## 726 4203 7115 8579 967 1154 Open
## 727 6753 14224 12767 1582 1894 Not Provided
## 728 7254 11059 14195 1430 1743 Open
## 729 9173 11072 14919 1827 2160 No Parking
## 730 6915 11441 13186 1118 1338 Open
## 731 9971 10233 16692 1766 2109 Open
## 732 9399 9367 15170 1799 2173 Not Provided
## 733 10130 12675 16231 1167 1411 Not Provided
## 734 8627 12260 14990 1493 1795 Not Provided
## 735 10496 13162 14686 1445 1734 Open
## 736 9258 9702 15077 1033 1237 Open
## 737 6728 9506 13849 1440 1711 Covered
## 738 5262 9483 11328 1487 1773 Open
## 739 7730 7539 12454 1854 2205 No Parking
## 740 1241 6690 6422 1748 2086 Not Provided
## 741 6093 7010 9201 1937 2310 Open
## 742 8274 11673 13345 1641 1999 Covered
## 743 10247 11917 14754 1659 1999 Covered
## 744 4244 9371 7845 1743 2061 Open
## 745 5097 4574 9365 1449 1733 Covered
## 746 4917 7983 8409 1098 1309 No Parking
## 747 6365 12640 13601 1121 1351 Open
## 748 5951 9976 9312 1526 1858 Open
## 749 8074 11854 13745 1358 1645 Not Provided
## 750 8985 14620 15158 1336 1616 Open
## 751 5217 9329 10885 1502 1802 No Parking
## 752 8541 12045 14243 1534 1858 Open
## 753 7067 10289 15577 1418 1699 No Parking
## 754 5947 12991 10227 854 1018 Not Provided
## 755 7374 11516 14480 1450 1728 Not Provided
## 756 9404 11783 13882 1474 1776 No Parking
## 757 11446 12213 16569 1524 1819 Open
## 758 7805 9491 13544 1361 1638 Open
## 759 7684 7671 13192 1398 1683 Open
## 760 7646 11556 12778 1085 1308 Open
## 761 8618 10717 12286 1660 1979 Covered
## 762 8104 10396 15870 1648 2017 No Parking
## 763 11243 10747 15220 1453 1749 Covered
## 764 11436 11270 15073 1323 1591 Not Provided
## 765 12794 11457 16229 1385 1643 No Parking
## 766 12095 9405 14191 1250 1506 Covered
## 767 9585 14223 15252 1389 1683 No Parking
## 768 12262 12066 13268 1486 1758 Not Provided
## 769 7376 12607 11282 1655 1993 Not Provided
## 770 14470 14517 18178 1645 1963 Open
## 771 10178 7223 14855 1464 1771 No Parking
## 772 10532 12849 17962 1197 1428 Not Provided
## 773 7089 11023 13672 1878 2264 Not Provided
## 774 6944 12427 12710 1150 1378 Not Provided
## 775 4937 9926 12712 1562 1881 Open
## 776 9240 9365 13101 1596 1939 Not Provided
## 777 8055 7191 12428 1119 1345 Not Provided
## 778 8872 12192 14561 1116 1347 Open
## 779 8284 13014 14525 1934 2349 Open
## 780 6710 11558 12516 1299 1540 No Parking
## 781 11033 9554 16471 1417 1689 No Parking
## 782 8603 11358 12631 1235 1503 Covered
## 783 8975 12811 15983 1497 1815 Not Provided
## 784 5076 12426 13916 1430 1704 Not Provided
## 785 8016 11723 14084 1537 1877 Open
## 786 10888 12334 13248 1444 1742 Covered
## 787 11162 17227 15805 1477 1798 No Parking
## 788 8221 10396 12215 1041 1246 Open
## 789 3228 9427 8678 1226 1472 No Parking
## 790 6477 12491 12168 1489 1783 Open
## 791 5736 8874 9142 1549 1871 Covered
## 792 7404 8906 8603 1073 1280 Open
## 793 3003 7425 8635 1473 1785 Open
## 794 8912 8622 12611 2013 2396 Open
## 795 4035 5870 10523 1975 2368 Covered
## 796 8995 10230 13308 1561 1877 Covered
## 797 5424 6768 10459 1427 1723 Not Provided
## 798 7223 14785 15856 1441 1747 Not Provided
## 799 8130 11848 13787 1275 1548 Open
## 800 9054 10247 13668 1574 1876 Not Provided
## 801 8606 14626 14267 1511 1791 No Parking
## 802 10896 12078 13838 1428 1713 No Parking
## 803 8085 14677 14071 1388 1672 Open
## 804 8574 13442 14039 1057 1280 Covered
## 805 7921 9155 13610 1440 1747 Covered
## 806 7929 13867 14846 1349 1610 Open
## 807 12772 16247 17250 1536 1808 Open
## 808 11719 11627 16141 2019 2420 Not Provided
## 809 7256 6832 11747 1236 1508 Covered
## 810 8441 10093 13715 1436 1715 Open
## 811 8607 8125 10064 1862 2248 Not Provided
## 812 8598 5134 9461 1200 1442 Not Provided
## 813 8952 10380 13594 1360 1650 No Parking
## 814 10180 11465 14967 1722 2078 Open
## 815 7613 12937 12438 1577 1902 No Parking
## 816 8681 13158 15062 1850 2214 Covered
## 817 3286 10258 10623 1447 1730 Covered
## 818 6233 11562 9659 1496 1800 Not Provided
## 819 11977 9765 13321 1679 2008 Open
## 820 8826 7816 15012 994 1194 Open
## 821 10410 13110 16559 1354 1635 Covered
## 822 9418 9913 14103 1597 1918 Open
## 823 8740 10899 13447 1873 2252 Covered
## 824 9847 12288 15977 1218 1459 Open
## 825 8339 9392 10785 1458 1746 Not Provided
## 826 9721 10530 14692 1546 1860 Covered
## 827 6988 11932 12292 1608 1962 Open
## 828 4494 9538 10227 1822 2160 Open
## 829 8216 11665 12694 1716 2038 Not Provided
## 830 146 1666 3227 1072 1296 Open
## 831 10550 15272 16738 1330 1604 Open
## 832 4894 7778 11048 1588 1892 Open
## 833 9154 10416 16288 1425 1733 Open
## 834 7756 9038 10210 1778 2133 Open
## 835 10662 12056 16089 1363 1630 Open
## 836 4385 7297 9569 1609 1928 Not Provided
## 837 3284 7836 9240 1671 2024 Not Provided
## 838 10593 10246 15143 1379 1636 No Parking
## 839 12181 15244 16983 1218 1452 Covered
## 840 5663 11526 9346 1724 2101 Open
## 841 3800 8105 9028 986 1179 Not Provided
## 842 6486 4644 9312 1330 1606 Covered
## 843 7216 12943 12133 1437 1725 Open
## 844 7873 11161 13081 1327 1609 Open
## 845 4966 8278 11349 1651 2009 Open
## 846 8062 9702 13106 1211 1462 Not Provided
## 847 5000 12943 14131 1916 2277 Covered
## 848 9858 11997 16321 1638 1937 Open
## 849 9855 11962 15007 1172 1413 Open
## 850 9997 12349 13043 1350 1606 Covered
## 851 11090 10120 14193 1528 1843 Covered
## 852 5925 9388 9735 1305 1557 Covered
## 853 10071 12531 16707 1463 1751 Not Provided
## 854 9755 13857 15011 1409 1727 No Parking
## 855 7234 11952 14681 1419 1743 Not Provided
## 856 6916 7956 11608 1535 1819 No Parking
## 857 8487 13020 15515 1474 1745 Not Provided
## 858 13354 13720 14403 919 1099 Open
## 859 7315 14823 12817 2067 2492 Not Provided
## 860 11751 12708 15442 1977 2362 No Parking
## 861 6189 12084 11926 1293 1558 Open
## 862 8572 9942 14479 1477 1790 Open
## 863 11103 12451 17711 1582 1906 Covered
## 864 11581 11561 15935 1481 1789 Not Provided
## 865 10396 14997 15491 1214 1455 Covered
## 866 7647 7118 8842 1206 1460 No Parking
## 867 9866 10124 14776 1653 1982 Covered
## 868 10191 9752 14157 1152 1393 Not Provided
## 869 8320 11644 12967 1458 1757 Not Provided
## 870 6096 8908 12009 1249 1510 Open
## 871 6630 10006 10402 1939 2333 Not Provided
## 872 6208 10158 11935 1591 1919 Not Provided
## 873 5243 7079 8592 1180 1397 Open
## 874 10208 12161 16663 1846 2195 Open
## 875 8475 8742 12781 780 951 Covered
## 876 11805 13503 16890 1565 1854 Open
## 877 11304 17958 19046 1648 1959 No Parking
## 878 7767 13460 9901 1775 2104 Covered
## 879 12834 11668 17029 1439 1732 Open
## 880 6171 5639 10068 1487 1776 Not Provided
## 881 10172 12781 14850 1800 2158 Open
## 882 7821 14264 15354 1690 2024 Not Provided
## 883 11264 12005 13876 1209 1452 Open
## 884 7124 11688 12853 1859 2222 Covered
## 885 4775 6455 7672 1691 2023 No Parking
## 886 8650 11399 11434 1259 1493 Open
## 887 7550 12641 14060 1771 2138 Not Provided
## 888 8979 10075 13734 1205 1468 Open
## 889 9652 9102 12608 1792 2131 No Parking
## 890 8929 12396 12930 1263 1516 Covered
## 891 9866 11461 15834 1344 1605 No Parking
## 892 10022 12911 16307 1819 2187 Not Provided
## 893 6741 11479 11152 1357 1625 Open
## 894 10840 11137 15466 1396 1673 Open
## 895 9205 10418 14496 1118 1337 Open
## 896 9538 11551 12839 1655 1986 Covered
## 897 11786 13969 15519 1156 1398 Open
## 898 9615 7904 12521 1451 1734 Open
## 899 7176 5779 12382 1539 1829 Open
## 900 10915 17486 15964 1549 1851 Not Provided
## 901 12176 8518 15673 1582 1910 Covered
## 902 7214 8717 10553 1387 1663 Open
## 903 7423 11708 13220 1200 1436 Open
## 904 15082 14700 19617 1299 1560 Open
## 905 9297 12537 14418 1174 1429 Covered
## City_Category Rainfall House_Price
## 1 CAT B 530 6649000
## 2 CAT B 210 3982000
## 3 CAT A 720 5401000
## 4 CAT B 620 5373000
## 5 CAT B 450 4662000
## 6 CAT B 760 4526000
## 7 CAT A 1030 7224000
## 8 CAT C 1020 3772000
## 9 CAT B 680 4631000
## 10 CAT C 1130 4415000
## 11 CAT A 1090 7128000
## 12 CAT B 720 5762000
## 13 CAT B 1050 6047000
## 14 CAT B 1160 5913000
## 15 CAT B 770 6636000
## 16 CAT A 790 7887000
## 17 CAT A 1440 7725000
## 18 CAT B 670 3817000
## 19 CAT A 1030 6354000
## 20 CAT C 980 4019000
## 21 CAT C 370 4346000
## 22 CAT A 690 6889000
## 23 CAT B 950 5278000
## 24 CAT B 620 5068000
## 25 CAT B 840 4188000
## 26 CAT C 820 7005000
## 27 CAT C 1100 2582000
## 28 CAT B 980 6053000
## 29 CAT B 710 7810000
## 30 CAT B 650 8486000
## 31 CAT A 990 8014000
## 32 CAT C 990 1492000
## 33 CAT B 880 6046000
## 34 CAT B 620 7456000
## 35 CAT A 1020 7243000
## 36 CAT B 700 4546000
## 37 CAT C 610 4157000
## 38 CAT A 1080 6287000
## 39 CAT B 1010 5517000
## 40 CAT B 0 4548000
## 41 CAT C 1250 4955000
## 42 CAT C 600 4814000
## 43 CAT A 730 6764000
## 44 CAT C 780 3973000
## 45 CAT C 520 3580000
## 46 CAT A 870 4927000
## 47 CAT B 690 6651000
## 48 CAT B 910 6253000
## 49 CAT B 1260 5998000
## 50 CAT A 1040 7635000
## 51 CAT B 910 8182000
## 52 CAT B 1300 5783000
## 53 CAT B 320 7045000
## 54 CAT B 530 6700000
## 55 CAT B 980 6409000
## 56 CAT B 740 4867000
## 57 CAT B 1240 6621000
## 58 CAT B 1080 8366000
## 59 CAT A 1080 7077000
## 60 CAT C 460 5387000
## 61 CAT A 300 7130000
## 62 CAT A 870 7669000
## 63 CAT C 530 4610000
## 64 CAT B 600 4910000
## 65 CAT B 860 6592000
## 66 CAT B 590 5866000
## 67 CAT B 920 6913000
## 68 CAT C 570 4908000
## 69 CAT A 290 7271000
## 70 CAT B 650 3343000
## 71 CAT C 710 4243000
## 72 CAT B 850 5665000
## 73 CAT B 530 3358000
## 74 CAT A 630 6737000
## 75 CAT A 700 7178000
## 76 CAT A 650 8484000
## 77 CAT A 720 8207000
## 78 CAT B 450 2677000
## 79 CAT B 1390 6556000
## 80 CAT B 960 3866000
## 81 CAT A 600 6566000
## 82 CAT C 620 4070000
## 83 CAT A 1020 8891000
## 84 CAT B 330 5786000
## 85 CAT C 1410 4267000
## 86 CAT A 1200 9018000
## 87 CAT C 280 5128000
## 88 CAT A 940 9726000
## 89 CAT B 850 3965000
## 90 CAT C 960 4572000
## 91 CAT C 420 4206000
## 92 CAT B 830 6535000
## 93 CAT B 600 6708000
## 94 CAT B 400 5403000
## 95 CAT A 760 5636000
## 96 CAT A 1470 7712000
## 97 CAT B 500 5081000
## 98 CAT B 1120 6096000
## 99 CAT A 1160 6118000
## 100 CAT C 820 6366000
## 101 CAT B 1140 4119000
## 102 CAT A 900 7842000
## 103 CAT A 760 6558000
## 104 CAT A 1170 8908000
## 105 CAT A 1080 9417000
## 106 CAT B 1000 5095000
## 107 CAT A 690 6518000
## 108 CAT A 810 6931000
## 109 CAT B 630 7921000
## 110 CAT C 650 2374000
## 111 CAT B 920 3633000
## 112 CAT C 1260 5170000
## 113 CAT B 800 6295000
## 114 CAT A 1330 5601000
## 115 CAT B 940 4508000
## 116 CAT B 1210 4683000
## 117 CAT A 660 6475000
## 118 CAT A 770 8078000
## 119 CAT C 460 3118000
## 120 CAT C 860 5671000
## 121 CAT B 780 4939000
## 122 CAT A 890 6600000
## 123 CAT C 900 3277000
## 124 CAT B 530 4658000
## 125 CAT A 790 7978000
## 126 CAT C 370 3551000
## 127 CAT A 610 8097000
## 128 CAT B 500 6115000
## 129 CAT B 750 4921000
## 130 CAT A 980 7995000
## 131 CAT A 530 6874000
## 132 CAT B 910 5748000
## 133 CAT A 620 7263000
## 134 CAT B 1170 5007000
## 135 CAT B 900 4049000
## 136 CAT B 980 5185000
## 137 CAT C 740 4284000
## 138 CAT B 810 6094000
## 139 CAT B 810 6228000
## 140 CAT A 300 7653000
## 141 CAT A 790 8513000
## 142 CAT B 800 4859000
## 143 CAT A 760 7308000
## 144 CAT B 530 4895000
## 145 CAT C 540 4856000
## 146 CAT B 620 5938000
## 147 CAT C 1010 5119000
## 148 CAT B 130 5892000
## 149 CAT B 730 5036000
## 150 CAT C 830 3807000
## 151 CAT C 1060 4917000
## 152 CAT C 770 3974000
## 153 CAT B 70 6373000
## 154 CAT A 670 8533000
## 155 CAT C 490 2741000
## 156 CAT C 670 3732000
## 157 CAT A 380 7112000
## 158 CAT A 1200 7280000
## 159 CAT C 350 3441000
## 160 CAT C 1090 4253000
## 161 CAT A 1230 5430000
## 162 CAT B 680 5078000
## 163 CAT B 580 4502000
## 164 CAT A 680 6960000
## 165 CAT B 340 8034000
## 166 CAT B 700 3781000
## 167 CAT C 580 4614000
## 168 CAT A 680 9957000
## 169 CAT C 630 3865000
## 170 CAT C 860 4980000
## 171 CAT A 490 6991000
## 172 CAT B 870 4491000
## 173 CAT A 990 7847000
## 174 CAT B 670 4746000
## 175 CAT C 490 3346000
## 176 CAT C 580 4409000
## 177 CAT C 700 4262000
## 178 CAT B 670 6945000
## 179 CAT B 390 7312000
## 180 CAT C 590 4830000
## 181 CAT A 1350 5809000
## 182 CAT A 840 7425000
## 183 CAT B 1100 4093000
## 184 CAT A 950 7093000
## 185 CAT A 950 6467000
## 186 CAT A 650 7742000
## 187 CAT B 230 3233000
## 188 CAT C 1060 4108000
## 189 CAT C 1180 4286000
## 190 CAT C 710 6845000
## 191 CAT C 480 3973000
## 192 CAT A 810 8375000
## 193 CAT A 1140 6994000
## 194 CAT A 1070 6771000
## 195 CAT B 790 6736000
## 196 CAT C 690 5246000
## 197 CAT A 610 8876000
## 198 CAT A 1240 6703000
## 199 CAT A 840 7823000
## 200 CAT B 460 6227000
## 201 CAT A 940 4976000
## 202 CAT A 590 7366000
## 203 CAT A 890 7232000
## 204 CAT B 770 6889000
## 205 CAT C 900 3418000
## 206 CAT C 1020 5826000
## 207 CAT B 910 3812000
## 208 CAT C 660 4907000
## 209 CAT A 480 6166000
## 210 CAT C 1080 3783000
## 211 CAT C 690 5227000
## 212 CAT C 510 5228000
## 213 CAT A 1030 7081000
## 214 CAT B 370 7153000
## 215 CAT A 640 7726000
## 216 CAT A 750 7555000
## 217 CAT C 370 3373000
## 218 CAT B 840 6627000
## 219 CAT A 840 5582000
## 220 CAT A 890 6843000
## 221 CAT A 620 7399000
## 222 CAT A 310 6280000
## 223 CAT B 550 3374000
## 224 CAT C 380 6383000
## 225 CAT C 1200 2441000
## 226 CAT A 800 7002000
## 227 CAT A 870 9224000
## 228 CAT C 1220 6823000
## 229 CAT A 1080 8187000
## 230 CAT A 540 7386000
## 231 CAT B 880 7712000
## 232 CAT A 120 7235000
## 233 CAT B 1410 4916000
## 234 CAT B 570 4565000
## 235 CAT B 940 5278000
## 236 CAT A 760 9096000
## 237 CAT A 1200 6495000
## 238 CAT C 670 4723000
## 239 CAT A 950 8325000
## 240 CAT A 640 7808000
## 241 CAT C 480 5195000
## 242 CAT B 920 6603000
## 243 CAT B 1150 6859000
## 244 CAT B 750 4714000
## 245 CAT A 370 6994000
## 246 CAT C 610 6589000
## 247 CAT B 1150 8931000
## 248 CAT B 1070 5854000
## 249 CAT A 790 7813000
## 250 CAT A 1070 9230000
## 251 CAT B 730 5617000
## 252 CAT B 620 4605000
## 253 CAT B 530 4339000
## 254 CAT A 700 6175000
## 255 CAT C 680 2183000
## 256 CAT C 1060 3980000
## 257 CAT B 670 5437000
## 258 CAT A 400 6247000
## 259 CAT A 910 8293000
## 260 CAT B 760 6372000
## 261 CAT B 540 7918000
## 262 CAT B 350 3821000
## 263 CAT C 980 2595000
## 264 CAT A 860 5661000
## 265 CAT A 1020 7371000
## 266 CAT A 1120 7040000
## 267 CAT C 1020 5044000
## 268 CAT B 940 6684000
## 269 CAT B 970 5017000
## 270 CAT C 830 6014000
## 271 CAT C 920 3713000
## 272 CAT C 660 4289000
## 273 CAT B 780 2622000
## 274 CAT A 340 5084000
## 275 CAT C 1190 2563000
## 276 CAT B 490 6077000
## 277 CAT B 1090 6960000
## 278 CAT C 1040 4174000
## 279 CAT C 1210 5013000
## 280 CAT C 1030 2175000
## 281 CAT B 1170 8049000
## 282 CAT B 730 3402000
## 283 CAT B 720 6024000
## 284 CAT B 500 3946000
## 285 CAT B 1070 5644000
## 286 CAT B 800 4684000
## 287 CAT B 1020 6482000
## 288 CAT A 1070 5252000
## 289 CAT C 420 4594000
## 290 CAT C 510 3897000
## 291 CAT B 1210 5861000
## 292 CAT C 660 3081000
## 293 CAT B 360 4773000
## 294 CAT A 1210 6464000
## 295 CAT C -110 3275000
## 296 CAT B 560 4486000
## 297 CAT B 360 5566000
## 298 CAT C 970 5753000
## 299 CAT A 480 7520000
## 300 CAT B 690 3733000
## 301 CAT C 710 3528000
## 302 CAT A 780 7061000
## 303 CAT C 630 4972000
## 304 CAT A 220 6885000
## 305 CAT C 1110 5074000
## 306 CAT A 720 7707000
## 307 CAT A 560 7473000
## 308 CAT A 600 7653000
## 309 CAT A 440 6890000
## 310 CAT A 520 4496000
## 311 CAT B 410 4149000
## 312 CAT A 590 7432000
## 313 CAT A 740 7380000
## 314 CAT B 610 5640000
## 315 CAT A 540 7157000
## 316 CAT B 1450 4364000
## 317 CAT C 620 3512000
## 318 CAT B 340 5867000
## 319 CAT A 970 7580000
## 320 CAT A 1080 7664000
## 321 CAT B 560 3189000
## 322 CAT C 630 6167000
## 323 CAT A 980 7595000
## 324 CAT C 930 4149000
## 325 CAT B 470 6617000
## 326 CAT C 680 3798000
## 327 CAT C 430 6271000
## 328 CAT A 830 6047000
## 329 CAT C 950 3523000
## 330 CAT B 870 4855000
## 331 CAT C 730 5681000
## 332 CAT B 760 4108000
## 333 CAT C 960 5127000
## 334 CAT B 860 5750000
## 335 CAT C 330 8147000
## 336 CAT A 630 4957000
## 337 CAT B 1280 4558000
## 338 CAT C 1440 4466000
## 339 CAT A 570 7624000
## 340 CAT B 540 4372000
## 341 CAT C 480 4670000
## 342 CAT A 390 8469000
## 343 CAT A 900 8547000
## 344 CAT A 290 8041000
## 345 CAT C 740 4665000
## 346 CAT A 690 8184000
## 347 CAT A 950 6359000
## 348 CAT B 1130 150000000
## 349 CAT B 930 5013000
## 350 CAT C 810 4582000
## 351 CAT A 760 8671000
## 352 CAT B 580 4998000
## 353 CAT A 770 8294000
## 354 CAT C 1530 4035000
## 355 CAT A 420 9395000
## 356 CAT C 1210 4731000
## 357 CAT B 850 2130000
## 358 CAT A 1340 6218000
## 359 CAT B 1160 6146000
## 360 CAT C 500 5436000
## 361 CAT A 820 7205000
## 362 CAT C 670 4809000
## 363 CAT C 460 2731000
## 364 CAT B 950 5716000
## 365 CAT C 980 3419000
## 366 CAT B 850 3560000
## 367 CAT B 580 5467000
## 368 CAT A 620 7673000
## 369 CAT B 650 6354000
## 370 CAT B 1130 3669000
## 371 CAT A 720 8737000
## 372 CAT A 940 5980000
## 373 CAT B 920 4803000
## 374 CAT A 660 9665000
## 375 CAT A 610 6550000
## 376 CAT A 1190 5553000
## 377 CAT C 1340 2165000
## 378 CAT C 820 3194000
## 379 CAT A 1130 8469000
## 380 CAT B 890 6839000
## 381 CAT A 810 7549000
## 382 CAT B 680 3920000
## 383 CAT A 320 8567000
## 384 CAT C 700 6053000
## 385 CAT B 940 7809000
## 386 CAT B 910 5072000
## 387 CAT C 870 2309000
## 388 CAT A 1260 9136000
## 389 CAT B 440 4812000
## 390 CAT A 980 7562000
## 391 CAT B 1200 3942000
## 392 CAT B 890 5113000
## 393 CAT C 1050 3389000
## 394 CAT A 610 8717000
## 395 CAT A 960 3860000
## 396 CAT A 860 6098000
## 397 CAT A 800 7941000
## 398 CAT B 1060 8235000
## 399 CAT C 600 3674000
## 400 CAT B 380 2772000
## 401 CAT C 1140 3226000
## 402 CAT B 730 5327000
## 403 CAT C 810 5148000
## 404 CAT B 1000 5997000
## 405 CAT A 1220 8360000
## 406 CAT B 360 6302000
## 407 CAT A 900 5092000
## 408 CAT B 750 5645000
## 409 CAT A 930 8954000
## 410 CAT C 1180 4603000
## 411 CAT A 870 7511000
## 412 CAT A 680 7452000
## 413 CAT A 1310 10231000
## 414 CAT B 1000 5340000
## 415 CAT B 1130 5976000
## 416 CAT B 990 4954000
## 417 CAT C 360 5156000
## 418 CAT A 720 4951000
## 419 CAT C 950 5861000
## 420 CAT A 840 6826000
## 421 CAT A 1120 6531000
## 422 CAT A 920 5209000
## 423 CAT C 1240 4386000
## 424 CAT A 840 7417000
## 425 CAT B 950 3492000
## 426 CAT C 430 5838000
## 427 CAT A 810 9120000
## 428 CAT A 920 9094000
## 429 CAT C 880 4933000
## 430 CAT C 1350 5350000
## 431 CAT B 1000 5459000
## 432 CAT B 1220 5745000
## 433 CAT C 430 3324000
## 434 CAT A 520 8079000
## 435 CAT B 580 6100000
## 436 CAT B 460 4762000
## 437 CAT B 470 7209000
## 438 CAT A 680 10292000
## 439 CAT A 950 6197000
## 440 CAT A 840 6104000
## 441 CAT B 990 5206000
## 442 CAT A 520 6957000
## 443 CAT B 520 6602000
## 444 CAT B 1070 4000000
## 445 CAT A 990 7950000
## 446 CAT A 710 7630000
## 447 CAT A 430 6903000
## 448 CAT B 1290 5714000
## 449 CAT B 1080 4171000
## 450 CAT C 890 7148000
## 451 CAT C 1000 3301000
## 452 CAT A 1290 7457000
## 453 CAT B 860 4959000
## 454 CAT A 1010 7317000
## 455 CAT A 1160 7922000
## 456 CAT A 880 7588000
## 457 CAT B 670 6761000
## 458 CAT A 930 6909000
## 459 CAT C 990 3522000
## 460 CAT B 450 5394000
## 461 CAT B 690 5666000
## 462 CAT A 650 6752000
## 463 CAT C 1020 3862000
## 464 CAT C 880 3889000
## 465 CAT A 760 7927000
## 466 CAT C 690 4288000
## 467 CAT C 630 4424000
## 468 CAT B 370 4319000
## 469 CAT A 460 7455000
## 470 CAT C 920 2070000
## 471 CAT B 770 5709000
## 472 CAT B 750 5648000
## 473 CAT A 660 8741000
## 474 CAT A 730 8137000
## 475 CAT A 670 9736000
## 476 CAT B 680 7796000
## 477 CAT A 960 7124000
## 478 CAT C 1230 5894000
## 479 CAT A 800 7895000
## 480 CAT C 450 3638000
## 481 CAT C 940 4516000
## 482 CAT B 1060 6905000
## 483 CAT B 560 5683000
## 484 CAT A 860 9353000
## 485 CAT B 730 4692000
## 486 CAT A 940 5599000
## 487 CAT C 920 4084000
## 488 CAT B 1050 6499000
## 489 CAT B 380 5355000
## 490 CAT C 930 5132000
## 491 CAT C 980 3656000
## 492 CAT B 580 6605000
## 493 CAT C 680 5240000
## 494 CAT C 850 2797000
## 495 CAT C 730 6710000
## 496 CAT C 570 4371000
## 497 CAT B 620 3860000
## 498 CAT B 890 5389000
## 499 CAT C 800 5261000
## 500 CAT B 920 4313000
## 501 CAT B 920 4030000
## 502 CAT B 760 4975000
## 503 CAT B 500 4384000
## 504 CAT A 680 5682000
## 505 CAT C 770 3635000
## 506 CAT B 460 5082000
## 507 CAT A 1070 8372000
## 508 CAT B 450 4697000
## 509 CAT B 310 7802000
## 510 CAT B 880 4508000
## 511 CAT C 370 5516000
## 512 CAT A 760 7202000
## 513 CAT B 950 6401000
## 514 CAT B 890 2784000
## 515 CAT C 800 5807000
## 516 CAT B 700 5176000
## 517 CAT B 1050 6605000
## 518 CAT B 330 6575000
## 519 CAT B 980 6582000
## 520 CAT B 1090 4676000
## 521 CAT A 1140 5094000
## 522 CAT A 820 5644000
## 523 CAT C 890 3261000
## 524 CAT B 650 6277000
## 525 CAT A 850 6360000
## 526 CAT C 360 4584000
## 527 CAT B 1070 3297000
## 528 CAT B 780 3828000
## 529 CAT B 590 5096000
## 530 CAT C 670 3948000
## 531 CAT C 340 6961000
## 532 CAT B 730 4780000
## 533 CAT C 1210 4489000
## 534 CAT A 1280 6742000
## 535 CAT A 710 7887000
## 536 CAT A 940 7031000
## 537 CAT C 670 3853000
## 538 CAT A 800 7757000
## 539 CAT B 790 5992000
## 540 CAT C 720 5445000
## 541 CAT C 1270 5025000
## 542 CAT B 930 3079000
## 543 CAT C 1490 3542000
## 544 CAT B 810 4347000
## 545 CAT C 600 6100000
## 546 CAT A 210 6478000
## 547 CAT B 1210 4297000
## 548 CAT C 460 3903000
## 549 CAT B 740 6590000
## 550 CAT B 1320 4605000
## 551 CAT B 760 5907000
## 552 CAT B 920 4467000
## 553 CAT A 920 5839000
## 554 CAT A 880 8037000
## 555 CAT B 1110 5323000
## 556 CAT A 1370 7200000
## 557 CAT A 410 8404000
## 558 CAT B 850 5254000
## 559 CAT B 720 6351000
## 560 CAT B 570 4224000
## 561 CAT C 690 3958000
## 562 CAT B 1220 5461000
## 563 CAT A 840 8733000
## 564 CAT A 560 8841000
## 565 CAT B 820 8976000
## 566 CAT A 700 10178000
## 567 CAT B 810 7029000
## 568 CAT A 1070 8821000
## 569 CAT A 540 8716000
## 570 CAT B 530 4154000
## 571 CAT B 580 4917000
## 572 CAT B 500 6395000
## 573 CAT A 1200 7081000
## 574 CAT B 980 4959000
## 575 CAT B 1000 6729000
## 576 CAT A 900 6228000
## 577 CAT C 720 5124000
## 578 CAT B 1030 4854000
## 579 CAT B 420 7241000
## 580 CAT B 1070 5437000
## 581 CAT A 830 9446000
## 582 CAT A 940 8516000
## 583 CAT C 550 5213000
## 584 CAT B 1140 5465000
## 585 CAT A 750 6932000
## 586 CAT B 620 5148000
## 587 CAT C 660 5006000
## 588 CAT A 660 6218000
## 589 CAT A 410 7978000
## 590 CAT C 440 4286000
## 591 CAT B 630 5441000
## 592 CAT B 730 6939000
## 593 CAT B 220 4281000
## 594 CAT C 610 3084000
## 595 CAT B 720 5626000
## 596 CAT B 740 7647000
## 597 CAT C 740 3568000
## 598 CAT A 770 9007000
## 599 CAT B 590 3312000
## 600 CAT A 1330 5406000
## 601 CAT B 910 7512000
## 602 CAT C 330 4160000
## 603 CAT C 870 2027000
## 604 CAT B 790 6006000
## 605 CAT A 1270 8227000
## 606 CAT B 590 2917000
## 607 CAT A 1080 6842000
## 608 CAT B 830 5913000
## 609 CAT A 910 7433000
## 610 CAT A 830 7708000
## 611 CAT A 1380 7625000
## 612 CAT A 1180 5954000
## 613 CAT A 770 5469000
## 614 CAT A 680 8436000
## 615 CAT B 910 5142000
## 616 CAT A 540 6512000
## 617 CAT C 760 4938000
## 618 CAT B 760 3783000
## 619 CAT C 730 3598000
## 620 CAT A 430 6919000
## 621 CAT B 1000 5059000
## 622 CAT A 660 6080000
## 623 CAT C 930 3118000
## 624 CAT A 760 7779000
## 625 CAT C 370 4757000
## 626 CAT A 630 6913000
## 627 CAT A 360 7597000
## 628 CAT C 630 6835000
## 629 CAT C 670 4168000
## 630 CAT B 690 8656000
## 631 CAT A 830 8139000
## 632 CAT A 720 5073000
## 633 CAT A 520 7129000
## 634 CAT A 750 7011000
## 635 CAT A 1070 6159000
## 636 CAT C 590 6937000
## 637 CAT B 600 6711000
## 638 CAT B 380 8202000
## 639 CAT C 830 6205000
## 640 CAT C 940 6173000
## 641 CAT C 560 5866000
## 642 CAT B 1030 5337000
## 643 CAT C 730 3970000
## 644 CAT C 890 5375000
## 645 CAT B 1140 4473000
## 646 CAT B 590 4935000
## 647 CAT B 580 4334000
## 648 CAT A 310 7809000
## 649 CAT B 720 5495000
## 650 CAT A 490 7553000
## 651 CAT B 1010 5733000
## 652 CAT A 680 8793000
## 653 CAT B 1020 5685000
## 654 CAT A 1050 7843000
## 655 CAT B 740 6366000
## 656 CAT A 410 6296000
## 657 CAT A 770 8187000
## 658 CAT B 1400 5482000
## 659 CAT A 860 11632000
## 660 CAT B 840 5720000
## 661 CAT A 950 8436000
## 662 CAT B 940 3653000
## 663 CAT A 930 8126000
## 664 CAT A 1060 8235000
## 665 CAT A 560 8083000
## 666 CAT C 670 3061000
## 667 CAT B 540 5131000
## 668 CAT A 1010 7294000
## 669 CAT B 1340 5245000
## 670 CAT A 980 6607000
## 671 CAT B 630 4319000
## 672 CAT B 1110 4073000
## 673 CAT A 700 7853000
## 674 CAT A 580 9469000
## 675 CAT B 1050 4440000
## 676 CAT A 790 7380000
## 677 CAT B 600 3739000
## 678 CAT A 440 6412000
## 679 CAT A 1340 6616000
## 680 CAT C 1250 2231000
## 681 CAT C 990 6238000
## 682 CAT A 290 6385000
## 683 CAT C 350 3621000
## 684 CAT B 210 5459000
## 685 CAT B 810 6961000
## 686 CAT B 790 6539000
## 687 CAT A 780 7813000
## 688 CAT B 730 5571000
## 689 CAT A 1040 6921000
## 690 CAT A 760 5994000
## 691 CAT A 570 7255000
## 692 CAT B 620 4426000
## 693 CAT A 310 5691000
## 694 CAT B 310 8239000
## 695 CAT A 790 5459000
## 696 CAT A 490 6999000
## 697 CAT B 230 7274000
## 698 CAT B 900 3536000
## 699 CAT A 640 9437000
## 700 CAT B 840 4352000
## 701 CAT C 780 3600000
## 702 CAT A 480 9948000
## 703 CAT A 1040 8322000
## 704 CAT B 870 5294000
## 705 CAT B 530 9336000
## 706 CAT B 750 7359000
## 707 CAT B 840 5384000
## 708 CAT B 800 4735000
## 709 CAT A 660 6508000
## 710 CAT C 560 6205000
## 711 CAT C 910 3002000
## 712 CAT B 480 4951000
## 713 CAT A 700 6432000
## 714 CAT B 660 3559000
## 715 CAT C 1170 6305000
## 716 CAT B 1020 6530000
## 717 CAT A 580 6956000
## 718 CAT C 610 4191000
## 719 CAT B 590 2833000
## 720 CAT C 190 5598000
## 721 CAT B 490 6108000
## 722 CAT B 680 5138000
## 723 CAT A 670 8441000
## 724 CAT B 1070 6068000
## 725 CAT B 1110 6469000
## 726 CAT B 560 4578000
## 727 CAT C 1100 4180000
## 728 CAT B 970 5323000
## 729 CAT B 930 3616000
## 730 CAT B 1040 4045000
## 731 CAT B 1120 5791000
## 732 CAT C 910 3628000
## 733 CAT C 440 3919000
## 734 CAT B 530 6238000
## 735 CAT B 900 2147000
## 736 CAT C 740 3461000
## 737 CAT A 1020 8812000
## 738 CAT B 970 5919000
## 739 CAT C 890 3629000
## 740 CAT B 550 5376000
## 741 CAT A 520 6630000
## 742 CAT B 950 9300000
## 743 CAT A 650 6566000
## 744 CAT B 860 8193000
## 745 CAT C 320 6006000
## 746 CAT A 860 5953000
## 747 CAT C 900 4638000
## 748 CAT A 550 7620000
## 749 CAT C 770 5686000
## 750 CAT B 710 8662000
## 751 CAT B 840 4973000
## 752 CAT A 860 8837000
## 753 CAT B 870 4916000
## 754 CAT A 660 7774000
## 755 CAT C 930 3856000
## 756 CAT A 1020 5199000
## 757 CAT C 1190 3997000
## 758 CAT B 1140 4604000
## 759 CAT B 490 4950000
## 760 CAT B 1170 7667000
## 761 CAT C 480 7580000
## 762 CAT A 930 8172000
## 763 CAT B 890 5844000
## 764 CAT A 680 8572000
## 765 CAT C 740 7094000
## 766 CAT B 990 6242000
## 767 CAT B 680 5688000
## 768 CAT A 820 10182000
## 769 CAT A 440 8689000
## 770 CAT C 900 4730000
## 771 CAT C 1080 3127000
## 772 CAT B 830 6541000
## 773 CAT A 310 5420000
## 774 CAT A 730 6739000
## 775 CAT B 740 5453000
## 776 CAT A 960 7976000
## 777 CAT A 790 7806000
## 778 CAT A 700 7408000
## 779 CAT C 750 5299000
## 780 CAT A 590 7058000
## 781 CAT C 570 3431000
## 782 CAT A 660 7416000
## 783 CAT B 700 5919000
## 784 CAT C 1070 4337000
## 785 CAT C 660 1767000
## 786 CAT B 840 5671000
## 787 CAT C 850 5982000
## 788 CAT C 600 3619000
## 789 CAT A 710 6044000
## 790 CAT A 450 7530000
## 791 CAT B 740 7408000
## 792 CAT C 1240 6044000
## 793 CAT A 570 8072000
## 794 CAT C 580 4706000
## 795 CAT A 450 8683000
## 796 CAT A 790 5679000
## 797 CAT A 1040 6709000
## 798 CAT C 670 4437000
## 799 CAT A 370 8297000
## 800 CAT A 620 5623000
## 801 CAT B 1010 5376000
## 802 CAT C 550 5539000
## 803 CAT A 800 7350000
## 804 CAT C 610 4105000
## 805 CAT B 1090 6732000
## 806 CAT B 700 6589000
## 807 CAT C 830 5638000
## 808 CAT B 850 8567000
## 809 CAT B 1260 7083000
## 810 CAT B 1030 4818000
## 811 CAT B 1160 5191000
## 812 CAT C 880 4432000
## 813 CAT A 420 5894000
## 814 CAT A 770 7361000
## 815 CAT C 910 5406000
## 816 CAT A 1110 8500000
## 817 CAT C 510 4903000
## 818 CAT A 780 6330000
## 819 CAT A 790 8430000
## 820 CAT A 1090 8139000
## 821 CAT A 1270 9590000
## 822 CAT A 1260 7183000
## 823 CAT C 330 7931000
## 824 CAT A 540 8789000
## 825 CAT C 720 4861000
## 826 CAT A 670 7316000
## 827 CAT B 770 3628000
## 828 CAT B 860 4972000
## 829 CAT B 410 4440000
## 830 CAT C 900 4759000
## 831 CAT C 480 5146000
## 832 CAT C 540 5775000
## 833 CAT B 760 6600000
## 834 CAT B 280 4595000
## 835 CAT C 1120 5390000
## 836 CAT C 160 3792000
## 837 CAT B 620 6310000
## 838 CAT C 440 3677000
## 839 CAT C 870 4391000
## 840 CAT B 900 6639000
## 841 CAT B 710 5916000
## 842 CAT C 590 3851000
## 843 CAT B 910 4622000
## 844 CAT C 1320 4150000
## 845 CAT B 1000 5816000
## 846 CAT B 670 3853000
## 847 CAT B 610 5588000
## 848 CAT A 1050 7094000
## 849 CAT B 480 5394000
## 850 CAT A 770 4303000
## 851 CAT C 340 5982000
## 852 CAT B 580 5550000
## 853 CAT B 900 4999000
## 854 CAT B 700 4298000
## 855 CAT A 860 6597000
## 856 CAT A 540 5929000
## 857 CAT A 970 6302000
## 858 CAT B 1560 7381000
## 859 CAT C 790 7023000
## 860 CAT B 1020 5995000
## 861 CAT A 790 7810000
## 862 CAT C 880 1637000
## 863 CAT A 550 9264000
## 864 CAT B 550 6354000
## 865 CAT A 950 8722000
## 866 CAT B 810 4199000
## 867 CAT A 390 7941000
## 868 CAT B 860 5438000
## 869 CAT A 850 5860000
## 870 CAT B 660 4895000
## 871 CAT B 830 4067000
## 872 CAT B 640 5234000
## 873 CAT C 750 3914000
## 874 CAT C 1170 4109000
## 875 CAT C 790 2560000
## 876 CAT A 900 10090000
## 877 CAT A 370 7708000
## 878 CAT A 980 10515000
## 879 CAT A 1170 8058000
## 880 CAT C 800 4623000
## 881 CAT A 1100 9826000
## 882 CAT A 1070 7593000
## 883 CAT C 830 5205000
## 884 CAT A 1210 8700000
## 885 CAT B 540 6027000
## 886 CAT A 100 8827000
## 887 CAT B 820 5782000
## 888 CAT B 1210 6121000
## 889 CAT A 810 7642000
## 890 CAT A 780 7098000
## 891 CAT A 1160 7674000
## 892 CAT B 590 4792000
## 893 CAT A 1140 5216000
## 894 CAT C 690 3274000
## 895 CAT A 560 7227000
## 896 CAT B 1150 7743000
## 897 CAT A 140 9237000
## 898 CAT C 670 3488000
## 899 CAT B 650 4658000
## 900 CAT C 1220 7062000
## 901 CAT C 1080 6639000
## 902 CAT A 850 8208000
## 903 CAT A 1060 7644000
## 904 CAT B 770 9661000
## 905 CAT C 1110 5434000## Observation Dist_Taxi Dist_Market Dist_Hospital Carpet
## 0 0 0 0 7
## Builtup Parking City_Category Rainfall House_Price
## 0 0 0 0 0# Eliminar NAs de toda la base de datos (solo hay en Carpet)
dfhouse <- na.omit(dfhouse0)
# Eliminar registro negativo de Rainfall
dfhouse2 <- filter(dfhouse, Rainfall>=0)
# Eliminar registro atípico de House_Price
dfhouse3 <- filter(dfhouse2, House_Price<12000000)
summary(dfhouse3)## Observation Dist_Taxi Dist_Market Dist_Hospital Carpet
## Min. : 1.0 Min. : 146 Min. : 1666 Min. : 3227 Min. : 775
## 1st Qu.:235.8 1st Qu.: 6484 1st Qu.: 9366 1st Qu.:11302 1st Qu.:1317
## Median :469.5 Median : 8229 Median :11155 Median :13190 Median :1477
## Mean :469.0 Mean : 8233 Mean :11012 Mean :13086 Mean :1485
## 3rd Qu.:702.2 3rd Qu.: 9965 3rd Qu.:12668 3rd Qu.:14862 3rd Qu.:1654
## Max. :932.0 Max. :16850 Max. :18281 Max. :22407 Max. :2229
## Builtup Parking City_Category Rainfall
## Min. : 932 Length:896 Length:896 Min. : 0.0
## 1st Qu.:1576 Class :character Class :character 1st Qu.: 600.0
## Median :1774 Mode :character Mode :character Median : 780.0
## Mean :1782 Mean : 786.3
## 3rd Qu.:1983 3rd Qu.: 970.0
## Max. :2667 Max. :1560.0
## House_Price
## Min. : 1492000
## 1st Qu.: 4653000
## Median : 5860500
## Mean : 5935131
## 3rd Qu.: 7187250
## Max. :11632000Generar la Regresión Lineal
regresión <- lm(House_Price ~ Dist_Taxi + Dist_Market + Dist_Hospital + Carpet + Builtup + Parking + City_Category + Rainfall, data=dfhouse3)
summary(regresión)##
## Call:
## lm(formula = House_Price ~ Dist_Taxi + Dist_Market + Dist_Hospital +
## Carpet + Builtup + Parking + City_Category + Rainfall, data = dfhouse3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3572009 -800792 -65720 761534 4401585
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.599e+06 3.672e+05 15.246 < 2e-16 ***
## Dist_Taxi 3.009e+01 2.682e+01 1.122 0.2622
## Dist_Market 1.285e+01 2.081e+01 0.618 0.5370
## Dist_Hospital 4.864e+01 3.008e+01 1.617 0.1062
## Carpet -7.997e+02 3.476e+03 -0.230 0.8181
## Builtup 1.339e+03 2.901e+03 0.462 0.6444
## ParkingNo Parking -6.040e+05 1.389e+05 -4.348 1.53e-05 ***
## ParkingNot Provided -4.924e+05 1.235e+05 -3.988 7.22e-05 ***
## ParkingOpen -2.632e+05 1.126e+05 -2.338 0.0196 *
## City_CategoryCAT B -1.877e+06 9.598e+04 -19.554 < 2e-16 ***
## City_CategoryCAT C -2.890e+06 1.059e+05 -27.300 < 2e-16 ***
## Rainfall -1.175e+02 1.550e+02 -0.758 0.4484
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1222000 on 884 degrees of freedom
## Multiple R-squared: 0.5007, Adjusted R-squared: 0.4945
## F-statistic: 80.58 on 11 and 884 DF, p-value: < 2.2e-16Ajustar la Regresión Lineal
##
## Call:
## lm(formula = House_Price ~ Parking + City_Category, data = dfhouse3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3422454 -796107 -55964 774012 4453853
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7725454 107275 72.015 < 2e-16 ***
## ParkingNo Parking -547307 141294 -3.874 0.000115 ***
## ParkingNot Provided -486581 125720 -3.870 0.000117 ***
## ParkingOpen -272289 115102 -2.366 0.018213 *
## City_CategoryCAT B -1884691 97636 -19.303 < 2e-16 ***
## City_CategoryCAT C -2883163 108324 -26.616 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1253000 on 890 degrees of freedom
## Multiple R-squared: 0.4714, Adjusted R-squared: 0.4684
## F-statistic: 158.7 on 5 and 890 DF, p-value: < 2.2e-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